Best Streaming Analytics Software in 2026
Updated
In short: Apache Druid is ranked #1 of 25 as of 4 October 2026, ahead of Apache Beam and Apache Storm. The best-ranked option with a free plan is Apache Beam. The lowest first paid tier on this page is Materialize at $0.13/mo.
When data arrives continuously, streaming analytics tools differ in how they process events and expose results. Compare event-time, stateful, and exactly-once processing, as well as watermarks, SQL interfaces, and supported languages. Deployment, free-plan availability, and paid-from pricing give further context when weighing the options. Apache Druid, Apache Beam, and Apache Storm lead the ranking, followed by Feldera, Timeplus, and RisingWave. Apache Spark and Confluent Cloud are also among the first entries. Use the listed processing characteristics and interfaces to assess which tools suit the workloads and development approaches you have in mind.
25 streaming analytics software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Streaming Analytics Software in tiers by the score this site gives them, S at the top. 0 of the 25 on this page have an Android app.
- 9 Tinybird Cloud$49/mo 6.9
- 10 Ververica PlatformFree 6.9
- 11 Apache FlinkFree 6.8
- 12 Apache PinotFree 6.8
- 13 Apache SamzaFree 6.8
- 14 Pathway Live Data FrameworkFree 6.7
- 15 RisingWave$0.23/mo 6.6
- 16 TIBCO BusinessWorks 6.2
- 17 Tencent Cloud CDNCNY 21/mo 6.1
- 18 Amazon Managed Service for Apache Flink 6.0
- 19 Alibaba Cloud Realtime Compute for Apache Flink 5.9
- 20 Tencent Cloud OceanusCNY 2,352/mo 5.9
- 21 TIBCO Streaming 5.8
- 22 kdb+ 5.7
- 23 Google Cloud Dataflow 5.4
- 24 Apache Heron 5.1
- 25 Apache Kafka 5.1
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which streaming analytics software is ranked first on Everything Xiaomi?
Apache Druid is ranked #1 of 25 with a score of 7.3. Apache Beam is second and Apache Storm third.
How many of these have a free plan?
14 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Materialize has the lowest first paid tier we found: $0.13/mo.
How is this list ranked?
Ranked on what each maker publishes: documentation depth, a free tier and the platforms it runs on. Paid placements never change a rank.